System Design Interview Crash Course
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Design ChatGPT
Here is a step-by-step system design for ChatGPT.
1. Problem Definition and Scope
We are designing a global-scale conversational AI system where users can chat with a Large Language Model (LLM). The system must manage conversation state, persistent history, and real-time text streaming.
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Users: 100 Million+ Daily Active Users (DAU), split into Free and Plus (Paid) tiers.
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Main Actions: Starting a chat, sending messages, receiving streaming responses, and viewing history.
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Scope:
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Rohit Bhanot
· 3 days ago
This part is very shallow and needs more details ?
- How does the Model GW streams back to Chat Service ?
- How and where does Chat Service is maintaining the connection state of clients? For Chat service to stream response back to Client via SSE it needs client connection details.
- While Chat Service is streaming back to Client, where are the response being stored temporarily ? You mentioned write to Dynamo only happens when Model GW sends "Done", so till then those msgs need to be stored somewhere ? Are these being stored in Context Cache and when "Done" is sent they are written to DB ?
- Is the Model GW talking directly to Chat Service ? That seems problematic, say if the Chat Service is down then we lose model response !
So can you please more details into the content ?